Github Link: https://github.com/TechnoVishalGirase/DL_Assignment_3 Demo Video: https://drive.google.com/file/d/1LKsko2IzryroG95WFtYz84vLZbLYBtY1/view?usp=sharing

# from google.colab import drive
# drive.mount('/content/drive')

# import rarfile
import os
from PIL import Image
import matplotlib.pyplot as plt

#path to extracted photos
extracted_photos_dir = '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos'

#List of images
photo_files = [f for f in os.listdir(extracted_photos_dir) if f.endswith(('.png', '.jpg', '.jpeg'))]

# Showing first image
image_path = os.path.join(extracted_photos_dir, photo_files[0])
image = Image.open(image_path)
plt.imshow(image)
plt.axis('off')
plt.show()

**This snippet first makes sure that the JSON module is available. The code then locates the downloaded JSON file's location and parses it for data. It retrieves and displays only introductory information pertaining to the JSON file structure and its contents, so the viewer can have a better understanding of the document and what actions should be taken with regards to it.**

import json

# Path to the extracted JSON file
extracted_json_file_path = '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos.json'

# Read the first few lines of the JSON file to inspect its content
with open(extracted_json_file_path, 'r') as f:
    lines = f.readlines()

# Print the first few lines
for line in lines[:10]:  # Change the range to see more lines if necessary
    print(line)

{"photo_id": "zsvj7vloL4L5jhYyPIuVwg", "business_id": "Nk-SJhPlDBkAZvfsADtccA", "caption": "Nice rock artwork everywhere and craploads of taps.", "label": "inside"}

{"photo_id": "HCUdRJHHm_e0OCTlZetGLg", "business_id": "yVZtL5MmrpiivyCIrVkGgA", "caption": "", "label": "outside"}

{"photo_id": "vkr8T0scuJmGVvN2HJelEA", "business_id": "_ab50qdWOk0DdB6XOrBitw", "caption": "oyster shooter", "label": "drink"}

{"photo_id": "pve7D6NUrafHW3EAORubyw", "business_id": "SZU9c8V2GuREDN5KgyHFJw", "caption": "Shrimp scampi", "label": "food"}

{"photo_id": "H52Er-uBg6rNrHcReWTD2w", "business_id": "Gzur0f0XMkrVxIwYJvOt2g", "caption": "", "label": "food"}

{"photo_id": "wZ29mUm6nKz566j17OBadw", "business_id": "jl38yx7zzMRbg-kOK8NLDw", "caption": "", "label": "food"}

{"photo_id": "QRUgAISgYLQJ9SK2yOwomw", "business_id": "-9NmUeTphyS9Lq1o9MACGw", "caption": "", "label": "inside"}

{"photo_id": "bb7o8kXXXqc-8PWU6_wcuA", "business_id": "RRCgIohWjaeGtlbpcYJBbw", "caption": "", "label": "inside"}

{"photo_id": "mcjlyGuLFJ0t4vDixycCSg", "business_id": "p2J__JQ_mN5lVd7iGXYgGA", "caption": "", "label": "inside"}

{"photo_id": "3ROd5PAQ_0OkmoKWVO06ag", "business_id": "u9vhzYtXpfyvAOAMnyy-Cw", "caption": "Inside reception", "label": "inside"}

import numpy as np
import pandas as pd
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import train_test_split
from tensorflow.keras.preprocessing.image import load_img, img_to_array
from tensorflow.keras.utils import to_categorical
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Flatten, Dropout
from tensorflow.keras.callbacks import EarlyStopping
from tensorflow.keras.optimizers import Adam
import matplotlib.pyplot as plt
from collections import Counter
from tensorflow.keras.layers import BatchNormalization, LeakyReLU
import os

#Loading the JSON file
photo_data = pd.read_json(extracted_json_file_path,lines=True)

photo_data.head()

	photo_id	business_id	caption	label
0	zsvj7vloL4L5jhYyPIuVwg	Nk-SJhPlDBkAZvfsADtccA	Nice rock artwork everywhere and craploads of ...	inside
1	HCUdRJHHm_e0OCTlZetGLg	yVZtL5MmrpiivyCIrVkGgA		outside
2	vkr8T0scuJmGVvN2HJelEA	_ab50qdWOk0DdB6XOrBitw	oyster shooter	drink
3	pve7D6NUrafHW3EAORubyw	SZU9c8V2GuREDN5KgyHFJw	Shrimp scampi	food
4	H52Er-uBg6rNrHcReWTD2w	Gzur0f0XMkrVxIwYJvOt2g		food

#Labeldistribution of the data
label_distribution = Counter(photo_data['label'])
print("Original Label Distribution:", label_distribution)

Original Label Distribution: Counter({'food': 108152, 'inside': 56031, 'outside': 18569, 'drink': 15670, 'menu': 1678})

**#Handling class imbalance**

This script applies a new target size and then regroups the data based on the label. Data points from the smaller classes are oversampled until the target size is reached using random sampling with replacements. Additionally, for the proper analysis of the data, a data shuffling is performed - the complete dataset is rendered random and index is reset near the end.

# target_size=1678 #Taking the count from the class with least data
# sampled_data = photo_data.groupby('label', group_keys=False).apply(lambda x: x.sample(n=target_size, replace=True, random_state=42)
# if len(x)<target_size else x.sample(n=target_size, random_state=42)).sample(frac=1, random_state=42).reset_index(drop=True)

sampled_data = photo_data

new_label_distribution = Counter(sampled_data['label']) #Class distribution after handling class imbalance
print("Current Label Distribution:", new_label_distribution)

Current Label Distribution: Counter({'food': 108152, 'inside': 56031, 'outside': 18569, 'drink': 15670, 'menu': 1678})

sampled_data.head()

	photo_id	business_id	caption	label
0	zsvj7vloL4L5jhYyPIuVwg	Nk-SJhPlDBkAZvfsADtccA	Nice rock artwork everywhere and craploads of ...	inside
1	HCUdRJHHm_e0OCTlZetGLg	yVZtL5MmrpiivyCIrVkGgA		outside
2	vkr8T0scuJmGVvN2HJelEA	_ab50qdWOk0DdB6XOrBitw	oyster shooter	drink
3	pve7D6NUrafHW3EAORubyw	SZU9c8V2GuREDN5KgyHFJw	Shrimp scampi	food
4	H52Er-uBg6rNrHcReWTD2w	Gzur0f0XMkrVxIwYJvOt2g		food

Loading photos and Preprocessing the data 1.Resizing the images 2.Normalizing the images

and as we have large dataset we are only considering the 2000 images of data to run and build the model quickly

#function for loading and preprocessing the images
def load_and_preprocess_images(sampled_data, img_size=(224,224), sample_size=2000):
    images= []
    labels= []
    problematic_indices= []


    for index,row in sampled_data.iterrows():
        img_path=os.path.join(extracted_photos_dir ,f"{row['photo_id']}.jpg")
        try:
            #Resizing the images
            img= load_img(img_path, target_size=img_size)
            #Normalising the images
            img_array = img_to_array(img) / 255.0
            #Appending to images list
            images.append(img_array)
            #Appending to labels list
            labels.append(row['label'])
        except Exception as e:
            print(f"Error loading image {img_path}: {e}")
            #Storing index of error images
            problematic_indices.append(index)

        # stopping after 2000 images are loaded
        if len(images) >= 2000:
            break
    #Converting list to array
    images_array=np.array(images)
    labels_array=np.array(labels)

    print(f"Total number of images loaded successfully: {len(images_array)}") #Printing the total images loaded

    return images_array, labels #Returning array of images and labels list

# file_path= '/content/drive/MyDrive/DL_Assignment_2/Labels/fixed_labels_corrected.json'
#Calling the load and preprocess image function
images_array, labels_array = load_and_preprocess_images(sampled_data)

Streaming output truncated to the last 5000 lines.
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/4pbTbwS3QuW7YEXU83XTsg.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/4pbTbwS3QuW7YEXU83XTsg.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/iBPhzUMg8wgRtrW8zu7Eqw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/iBPhzUMg8wgRtrW8zu7Eqw.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/slE337iYfCHSWpbJF-srEQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/slE337iYfCHSWpbJF-srEQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/_kv8syPWN-wjY-dqBKMT8A.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/_kv8syPWN-wjY-dqBKMT8A.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/tQd3fxkHG6Bv_8qyI1xMiw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/tQd3fxkHG6Bv_8qyI1xMiw.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/p0BpyiNrD6kujMyet0-8-g.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/p0BpyiNrD6kujMyet0-8-g.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/pXagvLNRAU7869oTFEedaw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/pXagvLNRAU7869oTFEedaw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/0wnJ-YIi5muAIVdupMLsGQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/0wnJ-YIi5muAIVdupMLsGQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/Bw8jn2D1RkQ_BlD8vgKHpQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/Bw8jn2D1RkQ_BlD8vgKHpQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/iohr5X9ccIG5STIcMJf9_Q.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/iohr5X9ccIG5STIcMJf9_Q.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/4wCaKFGk_Kl8KnUG0Pz7_Q.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/4wCaKFGk_Kl8KnUG0Pz7_Q.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/5vZsu-RBnL_gg714LBbcCg.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/5vZsu-RBnL_gg714LBbcCg.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/Q8Tal5Pw73svzY9HiorhCA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/Q8Tal5Pw73svzY9HiorhCA.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/NzUosJJOWHt6fEY5-sc8Dw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/NzUosJJOWHt6fEY5-sc8Dw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/K-oXGcwirelBsNmAIksEMA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/K-oXGcwirelBsNmAIksEMA.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/m-4VoUNtz4NBfdrhz1ZiSw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/m-4VoUNtz4NBfdrhz1ZiSw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/FfVHgtaP_fjKhepyJ1-WBQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/FfVHgtaP_fjKhepyJ1-WBQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/lAUzjcPjrmFNRZ2lXbBxaw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/lAUzjcPjrmFNRZ2lXbBxaw.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/QkDXQ0Z-Kg517icigetjGw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/QkDXQ0Z-Kg517icigetjGw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/SAgqqv40FP8JGbUsE-Y6WQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/SAgqqv40FP8JGbUsE-Y6WQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/0koxpSuCEe8B_UBJpa13gQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/0koxpSuCEe8B_UBJpa13gQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/8bq8IRpyar2Sb4gLW_mBjA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/8bq8IRpyar2Sb4gLW_mBjA.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/o95h0rLzIkK8a3mHXWYZaA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/o95h0rLzIkK8a3mHXWYZaA.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/vNlpQlhuD-zYa70FWPUF1Q.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/vNlpQlhuD-zYa70FWPUF1Q.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/hzbNkx7Hi06RNUcT_xW4Xg.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/hzbNkx7Hi06RNUcT_xW4Xg.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/2BslMw1PlX1PhVyLuqaHYA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/2BslMw1PlX1PhVyLuqaHYA.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/dI6L3NsHQ48xOWz_x9riFA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/dI6L3NsHQ48xOWz_x9riFA.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/rYolr-KFnn4Bzm78s52RPQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/rYolr-KFnn4Bzm78s52RPQ.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/ZlN8UgzlCDW27ZPN88Z3hg.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/ZlN8UgzlCDW27ZPN88Z3hg.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/2aNsgBNNhnpCcM8_NvHbwA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/2aNsgBNNhnpCcM8_NvHbwA.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/C13lSZ5gUlwWQwM-2CIRHw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/C13lSZ5gUlwWQwM-2CIRHw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/cQY3EjgB3G5ZMIuLz-sQqw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/cQY3EjgB3G5ZMIuLz-sQqw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/jflwyuI4KzTVNQQ-X7zuHA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/jflwyuI4KzTVNQQ-X7zuHA.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/3i-ezhedp8_LgUvwxtNRCw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/3i-ezhedp8_LgUvwxtNRCw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/ax4OkzcovKeM0-7A9tABRQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/ax4OkzcovKeM0-7A9tABRQ.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/0wZtEKEN5JtnyIGP_Xuu8A.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/0wZtEKEN5JtnyIGP_Xuu8A.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/vYWBJpHK6WQR_ZsB20YL7g.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/vYWBJpHK6WQR_ZsB20YL7g.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/AMOOW9hYhjsM-mDLLxLwjw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/AMOOW9hYhjsM-mDLLxLwjw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/7c8KCLwd5b8GTBCymjgWmw.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/7c8KCLwd5b8GTBCymjgWmw.jpg'
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Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/U-uOZbNP1c1XObqKdH_wgQ.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/U-uOZbNP1c1XObqKdH_wgQ.jpg'
Error loading image /content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/8o4e_nHc6X9hb9qNZopynA.jpg: [Errno 2] No such file or directory: '/content/drive/MyDrive/Deep_learning/Assignment_2/Assignment_2_graded/photos/8o4e_nHc6X9hb9qNZopynA.jpg'
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Total number of images loaded successfully: 2000

images_array.shape

(2000, 224, 224, 3)

print(labels_array)

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In this instance, the code picks several random images from the large pool of images available and then showcases them, attached with their respective labels. This consequently helps in understanding the spread of classes and how good or bad the quality of the set of images is.

num_images=5
random_indices=np.random.choice(len(images_array), size=num_images, replace=False)
plt.figure(figsize=(15,10))

for i,index in enumerate(random_indices):  #Displaying few loaded images with their labels
    plt.subplot(1, num_images, i+1)
    plt.imshow(images_array[i])
    plt.title(labels_array[i])
    plt.axis('off')
plt.tight_layout()
plt.show()

Once the Code is Executed, It Resolves Categories into Quantitative Variables by Using LabelEncoder. It then transforms these while (0,1 fraction) identical to the previous data. It should be noted that such a process is often required for the appropriate functioning of a machine learning model, where numbers have to be provided as input.

label_encoder=LabelEncoder()
encoded_labels=label_encoder.fit_transform(labels_array) #Converting labels to numeric
one_hot_labels=to_categorical(encoded_labels) #One-hot-encoding the labels

The given piece of code deals with partitioning the data into segments meant for training, validating and testing. First, all the data is divided into training and the rest. Within the part excluded for training a further partition into validation and test sets is then made. This is necessary to ascertain the effectiveness of the model when unseen data is used.

X_train,X_temp,y_train,y_temp=train_test_split(images_array,one_hot_labels,test_size=0.2,random_state=42) #Train-Temp split
X_val,X_test,y_val,y_test=train_test_split(X_temp,y_temp,test_size=0.5,random_state=42) #Further splitting temp to val and test set

print("Training set shape:", X_train.shape,y_train.shape)
print("Validation set shape:", X_val.shape,y_val.shape)
print("Testing set shape:", X_test.shape,y_test.shape)

Training set shape: (1600, 224, 224, 3) (1600, 5)
Validation set shape: (200, 224, 224, 3) (200, 5)
Testing set shape: (200, 224, 224, 3) (200, 5)

print(X_train)

[[[[0.1254902  0.15294118 0.22745098]
   [0.12941177 0.15686275 0.23137255]
   [0.12941177 0.15686275 0.23137255]
   ...
   [0.20392157 0.24705882 0.33333334]
   [0.21176471 0.25490198 0.34117648]
   [0.16862746 0.20784314 0.30588236]]

  [[0.13333334 0.16078432 0.23529412]
   [0.13333334 0.16078432 0.23529412]
   [0.13333334 0.16078432 0.23529412]
   ...
   [0.16862746 0.21176471 0.29803923]
   [0.15686275 0.2        0.28627452]
   [0.16470589 0.20392157 0.3019608 ]]

  [[0.12156863 0.14901961 0.22352941]
   [0.12156863 0.14901961 0.22352941]
   [0.1254902  0.15294118 0.22745098]
   ...
   [0.1882353  0.23137255 0.31764707]
   [0.1882353  0.23137255 0.31764707]
   [0.20784314 0.24705882 0.34509805]]

  ...

  [[0.17254902 0.20392157 0.28627452]
   [0.18431373 0.21568628 0.30588236]
   [0.17254902 0.20392157 0.29411766]
   ...
   [0.42352942 0.47843137 0.58431375]
   [0.5764706  0.6313726  0.7372549 ]
   [0.6156863  0.67058825 0.7764706 ]]

  [[0.17254902 0.20784314 0.27450982]
   [0.1882353  0.22352941 0.2901961 ]
   [0.2        0.23137255 0.30588236]
   ...
   [0.37254903 0.42745098 0.5294118 ]
   [0.3372549  0.39215687 0.49411765]
   [0.38431373 0.4392157  0.5411765 ]]

  [[0.31764707 0.35686275 0.40392157]
   [0.45882353 0.49411765 0.5529412 ]
   [0.44313726 0.47843137 0.5372549 ]
   ...
   [0.4509804  0.50980395 0.6       ]
   [0.54901963 0.60784316 0.69803923]
   [0.5137255  0.57254905 0.6627451 ]]]


 [[[0.93333334 0.8980392  0.8627451 ]
   [0.9254902  0.8901961  0.85490197]
   [0.9254902  0.8901961  0.85490197]
   ...
   [0.9882353  0.9843137  0.9764706 ]
   [0.9882353  0.9843137  0.9764706 ]
   [0.9882353  0.9843137  0.9764706 ]]

  [[0.93333334 0.8980392  0.8627451 ]
   [0.9254902  0.8901961  0.85490197]
   [0.9254902  0.8901961  0.85490197]
   ...
   [0.9882353  0.9843137  0.9764706 ]
   [0.9882353  0.9843137  0.9764706 ]
   [0.9882353  0.9843137  0.9764706 ]]

  [[0.93333334 0.8980392  0.8627451 ]
   [0.92941177 0.89411765 0.85882354]
   [0.9254902  0.8901961  0.85490197]
   ...
   [0.9882353  0.9843137  0.9764706 ]
   [0.9882353  0.9843137  0.9764706 ]
   [0.9882353  0.9843137  0.9764706 ]]

  ...

  [[0.94509804 0.9137255  0.9019608 ]
   [0.9411765  0.9098039  0.8980392 ]
   [0.9490196  0.91764706 0.90588236]
   ...
   [0.9882353  0.9882353  0.9882353 ]
   [0.9882353  0.9882353  0.9882353 ]
   [0.9882353  0.9882353  0.9882353 ]]

  [[0.93333334 0.89411765 0.8862745 ]
   [0.9372549  0.8980392  0.8901961 ]
   [0.94509804 0.90588236 0.8980392 ]
   ...
   [0.9882353  0.9882353  0.9882353 ]
   [0.9882353  0.9882353  0.9882353 ]
   [0.9882353  0.9882353  0.9882353 ]]

  [[0.93333334 0.89411765 0.8862745 ]
   [0.9411765  0.9019608  0.89411765]
   [0.9490196  0.9098039  0.9019608 ]
   ...
   [0.9882353  0.9882353  0.9882353 ]
   [0.9882353  0.9882353  0.9882353 ]
   [0.9882353  0.9882353  0.9882353 ]]]


 [[[0.8745098  0.87058824 0.85490197]
   [0.8745098  0.87058824 0.85490197]
   [0.8745098  0.87058824 0.85490197]
   ...
   [0.9607843  0.95686275 0.9411765 ]
   [0.9607843  0.95686275 0.9411765 ]
   [0.9607843  0.95686275 0.9411765 ]]

  [[0.8745098  0.87058824 0.85490197]
   [0.8745098  0.87058824 0.85490197]
   [0.8745098  0.87058824 0.85490197]
   ...
   [0.9607843  0.95686275 0.9411765 ]
   [0.9607843  0.95686275 0.9411765 ]
   [0.9607843  0.95686275 0.9411765 ]]

  [[0.8745098  0.87058824 0.85490197]
   [0.8745098  0.87058824 0.85490197]
   [0.8745098  0.87058824 0.85490197]
   ...
   [0.9607843  0.95686275 0.9411765 ]
   [0.9607843  0.95686275 0.9411765 ]
   [0.9607843  0.95686275 0.9411765 ]]

  ...

  [[0.8784314  0.8745098  0.8666667 ]
   [0.8784314  0.8745098  0.8666667 ]
   [0.8784314  0.8745098  0.8666667 ]
   ...
   [0.84313726 0.83137256 0.8117647 ]
   [0.84313726 0.83137256 0.8117647 ]
   [0.84313726 0.83137256 0.8117647 ]]

  [[0.8784314  0.8745098  0.8666667 ]
   [0.8784314  0.8745098  0.8666667 ]
   [0.8784314  0.8745098  0.8666667 ]
   ...
   [0.84313726 0.83137256 0.8117647 ]
   [0.84313726 0.83137256 0.8117647 ]
   [0.84313726 0.83137256 0.8117647 ]]

  [[0.8784314  0.8745098  0.8666667 ]
   [0.8784314  0.8745098  0.8666667 ]
   [0.8784314  0.8745098  0.8666667 ]
   ...
   [0.84313726 0.83137256 0.8117647 ]
   [0.84313726 0.83137256 0.8117647 ]
   [0.84313726 0.83137256 0.8117647 ]]]


 ...


 [[[0.78039217 0.36078432 0.39215687]
   [0.78039217 0.36078432 0.39215687]
   [0.76862746 0.34901962 0.38039216]
   ...
   [0.40392157 0.29411766 0.38039216]
   [0.40392157 0.30588236 0.3882353 ]
   [0.4117647  0.3137255  0.39607844]]

  [[0.80784315 0.37254903 0.4       ]
   [0.8039216  0.3764706  0.39607844]
   [0.7921569  0.37254903 0.39607844]
   ...
   [0.41568628 0.30588236 0.39215687]
   [0.3882353  0.2901961  0.3647059 ]
   [0.39607844 0.29803923 0.37254903]]

  [[0.8352941  0.38431373 0.39607844]
   [0.83137256 0.3882353  0.39607844]
   [0.8235294  0.39215687 0.39607844]
   ...
   [0.43529412 0.3254902  0.4117647 ]
   [0.3882353  0.2901961  0.3647059 ]
   [0.39607844 0.3019608  0.3647059 ]]

  ...

  [[0.72156864 0.5254902  0.6313726 ]
   [0.7176471  0.52156866 0.627451  ]
   [0.70980394 0.5137255  0.61960787]
   ...
   [0.01568628 0.01568628 0.02352941]
   [0.01960784 0.01960784 0.02745098]
   [0.03921569 0.03921569 0.04705882]]

  [[0.72156864 0.5019608  0.60784316]
   [0.7254902  0.5058824  0.6117647 ]
   [0.7372549  0.5176471  0.62352943]
   ...
   [0.01568628 0.01568628 0.02352941]
   [0.01960784 0.01960784 0.02745098]
   [0.03921569 0.03921569 0.04705882]]

  [[0.6431373  0.40784314 0.50980395]
   [0.6627451  0.42745098 0.5294118 ]
   [0.7176471  0.48235294 0.58431375]
   ...
   [0.01568628 0.01568628 0.02352941]
   [0.01960784 0.01960784 0.02745098]
   [0.03921569 0.03921569 0.04705882]]]


 [[[0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   ...
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]]

  [[0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   ...
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]]

  [[0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   ...
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]]

  ...

  [[0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   ...
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]]

  [[0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   ...
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]]

  [[0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   ...
   [0.         0.         0.        ]
   [0.         0.         0.        ]
   [0.         0.         0.        ]]]


 [[[0.07843138 0.07843138 0.08627451]
   [0.10196079 0.10196079 0.10980392]
   [0.08627451 0.08627451 0.09411765]
   ...
   [0.88235295 0.81960785 0.75686276]
   [0.91764706 0.87058824 0.8235294 ]
   [0.93333334 0.89411765 0.85882354]]

  [[0.05098039 0.05098039 0.05882353]
   [0.08235294 0.08235294 0.09019608]
   [0.08235294 0.08235294 0.09019608]
   ...
   [0.92941177 0.8901961  0.84313726]
   [1.         0.972549   0.94509804]
   [0.89411765 0.8666667  0.84313726]]

  [[0.05882353 0.05882353 0.06666667]
   [0.05882353 0.05882353 0.06666667]
   [0.05490196 0.05490196 0.0627451 ]
   ...
   [0.94509804 0.92941177 0.89411765]
   [1.         1.         0.98039216]
   [1.         0.99607843 0.98039216]]

  ...

  [[0.14509805 0.07058824 0.01176471]
   [0.15294118 0.07843138 0.01176471]
   [0.1882353  0.10588235 0.03921569]
   ...
   [0.16862746 0.11764706 0.08235294]
   [0.16470589 0.10980392 0.07450981]
   [0.17254902 0.11764706 0.08235294]]

  [[0.13333334 0.05882353 0.        ]
   [0.12156863 0.04705882 0.        ]
   [0.13333334 0.05882353 0.        ]
   ...
   [0.15686275 0.10588235 0.07058824]
   [0.14901961 0.09803922 0.0627451 ]
   [0.16470589 0.10980392 0.07450981]]

  [[0.15686275 0.08235294 0.02745098]
   [0.12941177 0.05490196 0.        ]
   [0.13333334 0.05882353 0.        ]
   ...
   [0.14901961 0.09803922 0.0627451 ]
   [0.14117648 0.09019608 0.05490196]
   [0.15294118 0.10196079 0.06666667]]]]

The code provided above pertains to a Convolutional Neural Network (CNN) image classifier. It comprises of several programmable feature extraction and transformation layers known as convolutional layer, max-pooling layer, hidden connected layer, and others up to output layer – a dropout layer used for regularization to avoid overfitting. At the end, the dense layer is activated by a softmax function which is used for multiple classification.

import tensorflow as tf
import matplotlib.pyplot as plt

def create_model():
  model = tf.keras.Sequential([
      tf.keras.layers.Conv2D(64, (3, 3), activation='relu', input_shape=(X_train.shape[1], X_train.shape[2], X_train.shape[3])),
      tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),

      tf.keras.layers.Conv2D(128, (3, 3), activation='relu'),
      tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),

      tf.keras.layers.Conv2D(256, (3, 3), activation='relu'),
      tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),

      tf.keras.layers.Flatten(),
      tf.keras.layers.Dense(256, activation='relu'),
      tf.keras.layers.Dropout(0.5),  # Dropout to prevent overfitting
      tf.keras.layers.Dense(128, activation='relu'),
      tf.keras.layers.Dense(one_hot_labels.shape[1], activation='softmax')  # num_classes should match your dataset
  ])

  return model

model = create_model()
model.summary()

/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

Model: "sequential"

┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓
┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ conv2d (Conv2D)                      │ (None, 222, 222, 64)        │           1,792 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ max_pooling2d (MaxPooling2D)         │ (None, 111, 111, 64)        │               0 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ conv2d_1 (Conv2D)                    │ (None, 109, 109, 128)       │          73,856 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ max_pooling2d_1 (MaxPooling2D)       │ (None, 54, 54, 128)         │               0 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ conv2d_2 (Conv2D)                    │ (None, 52, 52, 256)         │         295,168 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ max_pooling2d_2 (MaxPooling2D)       │ (None, 26, 26, 256)         │               0 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ flatten (Flatten)                    │ (None, 173056)              │               0 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ dense (Dense)                        │ (None, 256)                 │      44,302,592 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ dropout (Dropout)                    │ (None, 256)                 │               0 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ dense_1 (Dense)                      │ (None, 128)                 │          32,896 │
├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤
│ dense_2 (Dense)                      │ (None, 5)                   │             645 │
└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘

 Total params: 44,706,949 (170.54 MB)

 Trainable params: 44,706,949 (170.54 MB)

 Non-trainable params: 0 (0.00 B)

With this code, an Image Data Generator is created in order to properly generate training image. There are many transformations such as rotation, shift, translation, zoom, skew, flip, filling and others specified in the code. Next, The generator is then fitted to the training data to learn its distribution and generate realistic augmentations.

from tensorflow.keras.preprocessing.image import ImageDataGenerator

datagen = ImageDataGenerator(
    rotation_range=40,
    width_shift_range=0.2,
    height_shift_range=0.2,
    shear_range=0.2,
    zoom_range=0.2,
    horizontal_flip=True,
    fill_mode='nearest'
)

datagen.fit(X_train)

X_train.shape

(1600, 224, 224, 3)

#Compile the model
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])

# Train the model
history = model.fit(X_train, y_train,validation_data=(X_val, y_val),epochs=7,batch_size=50)

Epoch 1/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 527s 16s/step - accuracy: 0.4795 - loss: 1.9302 - val_accuracy: 0.6900 - val_loss: 0.9276
Epoch 2/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 553s 16s/step - accuracy: 0.6747 - loss: 0.8963 - val_accuracy: 0.7000 - val_loss: 0.9208
Epoch 3/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 561s 16s/step - accuracy: 0.7085 - loss: 0.8462 - val_accuracy: 0.7000 - val_loss: 0.8548
Epoch 4/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 561s 16s/step - accuracy: 0.7241 - loss: 0.7849 - val_accuracy: 0.7150 - val_loss: 0.8253
Epoch 5/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 557s 16s/step - accuracy: 0.7652 - loss: 0.6905 - val_accuracy: 0.6950 - val_loss: 0.8697
Epoch 6/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 576s 16s/step - accuracy: 0.7638 - loss: 0.6598 - val_accuracy: 0.7150 - val_loss: 0.8703
Epoch 7/7
32/32 ━━━━━━━━━━━━━━━━━━━━ 512s 16s/step - accuracy: 0.8321 - loss: 0.4968 - val_accuracy: 0.7000 - val_loss: 0.8561

The image shows the progress of training and testing accuracies and losses curves achieved by the network model. The model accuracy on the test set was found to be almost 64%. The training accuracy is shown to be fairly high, with validation accuracy being thrown out of the order. The model shows that loss of both the training and the testing almost follow the training model and point towards overfitting.

# Evaluate the model on the test set
test_loss, test_accuracy = model.evaluate(X_test, y_test)
print(f"Test Accuracy: {test_accuracy:.2f}")

# Plot accuracy and loss
plt.figure(figsize=(12, 4))

# Accuracy
plt.subplot(1, 2, 1)
plt.plot(history.history['accuracy'], label='Training Accuracy')
plt.plot(history.history['val_accuracy'], label='Validation Accuracy')
plt.title('Model Accuracy')
plt.xlabel('Epochs')
plt.ylabel('Accuracy')
plt.legend()

# Loss
plt.subplot(1, 2, 2)
plt.plot(history.history['loss'], label='Training Loss')
plt.plot(history.history['val_loss'], label='Validation Loss')
plt.title('Model Loss')
plt.xlabel('Epochs')
plt.ylabel('Loss')
plt.legend()

plt.show()

7/7 ━━━━━━━━━━━━━━━━━━━━ 17s 2s/step - accuracy: 0.7635 - loss: 0.5699
Test Accuracy: 0.76

A graph of ROC has been given which illustrates the performance of the model across multi classes. Each class is represented by a different line, and the curve depicts the AUC (Area Under the Curve) when testing that particular class. Somewhere in between, the model is quite handicap in a number of the classes scoring between 0.83 and 0.91.

import numpy as np
import sklearn.metrics as metrics
from sklearn.metrics import confusion_matrix, classification_report, roc_auc_score, roc_curve
import seaborn as sns

# 1. Make predictions
y_pred_probs = model.predict(X_test)  # Get predicted probabilities
y_pred_classes = np.argmax(y_pred_probs, axis=1)  # Convert probabilities to class predictions
y_true_classes = np.argmax(y_test, axis=1)  # Convert one-hot labels back to class integers

# 2. Confusion Matrix
conf_matrix = confusion_matrix(y_true_classes, y_pred_classes)

# Plot confusion matrix
plt.figure(figsize=(8, 6))
sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')
plt.title('Confusion Matrix')
plt.xlabel('Predicted Label')
plt.ylabel('True Label')
plt.show()

# Print classification reporta
print("Classification Report:")
print(classification_report(y_true_classes, y_pred_classes))

# 3. AUC-ROC Curve
# For multi-class, calculate AUC-ROC curve per class
fpr = dict()
tpr = dict()
roc_auc = dict()
n_classes = y_test.shape[1]

for i in range(n_classes):
    fpr[i], tpr[i], _ = roc_curve(y_test[:, i], y_pred_probs[:, i])
    roc_auc[i] = roc_auc_score(y_test[:, i], y_pred_probs[:, i])

# Plot ROC curve for each class
plt.figure(figsize=(8, 6))
for i in range(n_classes):
    plt.plot(fpr[i], tpr[i], label=f'Class {i} (AUC = {roc_auc[i]:.2f})')

plt.plot([0, 1], [0, 1], 'k--')  # Diagonal line
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC Curve (Multi-Class)')
plt.legend(loc='lower right')
plt.show()

7/7 ━━━━━━━━━━━━━━━━━━━━ 18s 2s/step

Classification Report:
              precision    recall  f1-score   support

           0       0.50      0.07      0.12        14
           1       0.81      0.90      0.86       105
           2       0.77      0.69      0.73        59
           3       0.00      0.00      0.00         1
           4       0.54      0.71      0.61        21

    accuracy                           0.76       200
   macro avg       0.52      0.48      0.47       200
weighted avg       0.75      0.76      0.74       200

/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))

model.layers

[<Conv2D name=conv2d, built=True>,
 <MaxPooling2D name=max_pooling2d, built=True>,
 <Conv2D name=conv2d_1, built=True>,
 <MaxPooling2D name=max_pooling2d_1, built=True>,
 <Conv2D name=conv2d_2, built=True>,
 <MaxPooling2D name=max_pooling2d_2, built=True>,
 <Flatten name=flatten, built=True>,
 <Dense name=dense, built=True>,
 <Dropout name=dropout, built=True>,
 <Dense name=dense_1, built=True>,
 <Dense name=dense_2, built=True>]

The pre-set code encompasses the development of the function compute_saliency_map that allows one to visualize the contributors to the model prediction on an image for a given class. The following description can be realized by this function:

1. Input parameters of the function: The model, the image array and index of the target class are the input parameters.

2. Calculation of the partial derivatives of the loss function: The loss function with respect to the image pixels is the one that is finally computed within tf.GradientTape.

3. Further Smoothening the generated saliency maps: These gradients are averaged across color channels for a specific class and those averaged probabilities are calculated over all m dimensions to form a smoothened map where higher values are useful for identifying pixels that affect prediction more.

4. Thus several steps shall be undertaken in the clarifying of internal hidden representations of the objects of the model as estimates as well as current state event.

5. The class that contributes to the model of the input image change, can also be considered circularly in the above way where the gradient of the smoothing parameter is taken explicitly.

6. The saliency map again is built up around the said class as most upper element and another saliency map from that class towards itself and the class the image at the upper level belongs to for heatmap. Since the activated value of saliency for a different class channelsmost of the saliency concepts, to apply it to another class, this level of agreed value must be changed as well. Understanding which regions of the image are considered insightful about the class is helpful.

import tensorflow as tf
import numpy as np
import matplotlib.pyplot as plt
import random

def compute_saliency_map(model, img_array, class_index):
    img_array = tf.convert_to_tensor(img_array)
    with tf.GradientTape() as tape:
        tape.watch(img_array)
        preds = model(img_array)
        loss = preds[:, class_index]
    grads = tape.gradient(loss, img_array)[0]
    saliency = tf.reduce_max(tf.abs(grads), axis=-1).numpy()  # Get the saliency map
    return saliency

# Use a random image from X_train
random_index = random.randint(0, len(X_train) - 1)  # Generate a random index
img_array = X_train[random_index:random_index + 1]

# Get the predicted class index
predictions = model.predict(img_array)
class_index = np.argmax(predictions)

# Compute the saliency map
saliency_map = compute_saliency_map(model, img_array, class_index)

# Normalize the saliency map
saliency_map = saliency_map / np.max(saliency_map)

# Resize for visualization if needed
saliency_map_resized = np.uint8(saliency_map * 255)

# Create a heatmap with blue color mapping
heatmap = plt.cm.cool(saliency_map_resized)[:, :, :3]  # Use 'cool' colormap for more blue

# Overlay the saliency map on the original image
original_image = img_array[0]

# Overlay with transparency
overlay = heatmap * 0.3 + original_image * 0.5  # Adjust the transparency here (0.5)

# Display the images
plt.figure(figsize=(18, 6))

# Show the original image
plt.subplot(1, 3, 1)
plt.imshow(original_image)  # Show the original image
plt.axis('off')
plt.title("Original Image")

# Show the saliency map
plt.subplot(1, 3, 2)
plt.imshow(saliency_map, cmap='jet')  # Show the saliency map directly
plt.axis('off')
plt.title("Saliency Map")

# Show the overlay
plt.subplot(1, 3, 3)
plt.imshow(overlay)  # Overlay image
plt.axis('off')
plt.title("Saliency Map Overlay")

plt.show()

1/1 ━━━━━━━━━━━━━━━━━━━━ 0s 157ms/step

This dataset not only enhances the effectiveness of the present model, but also has additional features which include:

Batch Normalization: Batch Normalization layers are included after convolutional layers to enhance the stability during training possibly minimizing issues related with overfitting.Manually Fine-tuning of the Optimizer & Adam Optimizer

Learning Rate Adjustment: The learning rate of the model is reduced to 0.0001 via Adam optimizer possibly trading some speed for stability.

Early Stopping: Training is stopped when the callback function identifies that the validation loss is not improving in the next 5 epochs. Thereby preventing overfitting.

After that, the model is compiled and these enhancements are already presented in the training process.

# Example: Adding Batch Normalization and tuning optimizer
from tensorflow.keras.layers import BatchNormalization

def create_tuned_model():
    model = tf.keras.Sequential([
        tf.keras.layers.Conv2D(64, (3, 3), activation='relu', input_shape=(X_train.shape[1], X_train.shape[2], X_train.shape[3])),
        BatchNormalization(),  # Adding Batch Normalization
        tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),

        tf.keras.layers.Conv2D(128, (3, 3), activation='relu'),
        BatchNormalization(),  # Adding Batch Normalization
        tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),

        tf.keras.layers.Conv2D(256, (3, 3), activation='relu'),
        BatchNormalization(),  # Adding Batch Normalization
        tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),

        tf.keras.layers.Flatten(),
        tf.keras.layers.Dense(256, activation='relu'),
        tf.keras.layers.Dropout(0.5),  # Dropout to prevent overfitting
        tf.keras.layers.Dense(128, activation='relu'),
        tf.keras.layers.Dense(one_hot_labels.shape[1], activation='softmax')
    ])

    return model

model_tuned = create_tuned_model()

# Compile with a lower learning rate
optimizer = tf.keras.optimizers.Adam(learning_rate=0.0001)  # Tuning the learning rate
model_tuned.compile(optimizer=optimizer, loss='categorical_crossentropy', metrics=['accuracy'])

# Adding Early Stopping to avoid overfitting
early_stopping = tf.keras.callbacks.EarlyStopping(monitor='val_loss', patience=5)

# Train the model
history_tuned = model_tuned.fit(X_train, y_train, validation_data=(X_val, y_val), epochs=10, batch_size=40, callbacks=[early_stopping])

/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.
  super().__init__(activity_regularizer=activity_regularizer, **kwargs)

Epoch 1/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 803s 20s/step - accuracy: 0.5417 - loss: 2.9029 - val_accuracy: 0.2750 - val_loss: 7.5871
Epoch 2/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 841s 21s/step - accuracy: 0.6403 - loss: 1.4903 - val_accuracy: 0.2750 - val_loss: 10.3966
Epoch 3/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 850s 21s/step - accuracy: 0.7300 - loss: 0.9583 - val_accuracy: 0.2750 - val_loss: 10.9425
Epoch 4/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 830s 20s/step - accuracy: 0.7679 - loss: 0.7219 - val_accuracy: 0.1000 - val_loss: 8.2417
Epoch 5/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 810s 19s/step - accuracy: 0.8158 - loss: 0.5586 - val_accuracy: 0.0900 - val_loss: 5.7039
Epoch 6/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 753s 19s/step - accuracy: 0.8429 - loss: 0.5211 - val_accuracy: 0.0900 - val_loss: 8.2131
Epoch 7/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 804s 19s/step - accuracy: 0.8571 - loss: 0.4339 - val_accuracy: 0.0950 - val_loss: 8.0421
Epoch 8/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 798s 19s/step - accuracy: 0.8711 - loss: 0.3669 - val_accuracy: 0.1100 - val_loss: 7.0398
Epoch 9/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 793s 19s/step - accuracy: 0.8936 - loss: 0.3182 - val_accuracy: 0.1400 - val_loss: 4.4960
Epoch 10/10
40/40 ━━━━━━━━━━━━━━━━━━━━ 737s 18s/step - accuracy: 0.9072 - loss: 0.2736 - val_accuracy: 0.3600 - val_loss: 3.6572

import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.metrics import confusion_matrix, classification_report

# Make predictions
y_pred_probs = model_tuned.predict(X_test)  # Predict probabilities using your CNN model
y_pred_classes = np.argmax(y_pred_probs, axis=1)  # Get predicted class labels
y_true_classes = np.argmax(y_test, axis=1)  # Convert true labels from one-hot to integers

# Generate confusion matrix
conf_matrix = confusion_matrix(y_true_classes, y_pred_classes)

# Plot confusion matrix using Seaborn heatmap
plt.figure(figsize=(8, 6))
sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues')
plt.title('Confusion Matrix')
plt.xlabel('Predicted Label')
plt.ylabel('True Label')
plt.show()

# Print classification report
print("Classification Report:")
print(classification_report(y_true_classes, y_pred_classes))

7/7 ━━━━━━━━━━━━━━━━━━━━ 18s 3s/step

Classification Report:
              precision    recall  f1-score   support

           0       0.08      0.71      0.14        14
           1       0.78      0.49      0.60       105
           2       0.00      0.00      0.00        59
           3       0.00      0.00      0.00         1
           4       0.50      0.05      0.09        21

    accuracy                           0.31       200
   macro avg       0.27      0.25      0.16       200
weighted avg       0.47      0.31      0.33       200

/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))
/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, f"{metric.capitalize()} is", len(result))

One can clearly see the multi-class setting over here in the graph which looks like a ROC Curve. The curves introduced in the graph delineate the different class folds and brings out an interpretation of the AUC intersected across that fold. This makes the model prepared immediately displayed as there exist unavoidably low performance in those such lesser capabilities – achieved AUC values of (a)0.48 squandering contrast to the better performance levels 0.86 AUC. There are those classes that have a good fit in terms of unique categorizing and therein AUC values are high.

from sklearn.metrics import roc_curve, roc_auc_score

# AUC-ROC curve for multi-class classification
fpr = dict()
tpr = dict()
roc_auc = dict()
n_classes = y_test.shape[1]  # Number of classes

# Compute ROC curve and ROC AUC for each class
for i in range(n_classes):
    fpr[i], tpr[i], _ = roc_curve(y_test[:, i], y_pred_probs[:, i])
    roc_auc[i] = roc_auc_score(y_test[:, i], y_pred_probs[:, i])

# Plot ROC curves
plt.figure(figsize=(8, 6))
for i in range(n_classes):
    plt.plot(fpr[i], tpr[i], label=f'Class {i} (AUC = {roc_auc[i]:.2f})')

plt.plot([0, 1], [0, 1], 'k--')  # Diagonal line
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC Curve (Multi-Class)')
plt.legend(loc='lower right')
plt.show()

# # Save the entire model
# model.save("cnn_model.h5")
# print("Model saved!")